Edward is a PhD student in the IfM’s Manufacturing Analytics Group and Cambridge Centre for Data-Driven Discovery (C2D3). His research interests include machine learning, network science and operations research. He is currently working with Dr Alexandra Brintrup and Aviva Quantum on a supply chain risk modelling project using algorithms from graph theory and machine learning. He is also involved in the Pitch-in IoT Supply Chain Digital Twin project, which is a collaboration between the University of Cambridge and Oxford. Edward has previously been affiliated with Keysight Technologies (as a data scientist), Delft University of Technology and A*STAR Singapore (both as an undergraduate researcher). He received his bachelor degree in electrical engineering at the National University of Singapore.